Was it in the training set? Who knows.
Did the color of the brick really suggest that it was Georgetown and not Philly? I have no idea.
Do the shrubs suggest the US and not Europe? Maybe. Asking the AI how it thought is a request for it to justify, not truth. The mystery remains
AI Interpretability: Training Data Uncertainty and Model Justification
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